neural network
Layered learning system
A neural network is a computing system modeled loosely on the brain, using interconnected nodes that process information in layers.
Data passes through these nodes, with connections strengthening or weakening as the system learns patterns.
Neural networks power modern AI applications like image recognition, language processing, and recommendation systems: The neural network learned to identify faces after training on millions of photos.
Layered neural network methods
- machine learningAlgorithms that improve from data
- artificial intelligenceMachines mimicking human thought
- perceptronLinear binary classifier algorithm
- backpropagationReverse gradient computation method
convolutional · recurrent · transformer · feedforward · hidden layers · activation function · weights · bias
Stacked levels or coatings
- nodesPoints of connection
- hidden layersInternal neural network stages
- feedforwardControl anticipating disturbances
- convolutionalUsing sliding kernel operations
recurrent · encoder · decoder · attention · residual · dense · pooling · embedding
Organ's external tissue
- axonNeuron's signal-sending projection
- dendriteNeuron's input branch
- synapseNerve signal crossing point
- neurotransmitterSynaptic chemical messenger
plasticity · hippocampus · cerebellum · grey matter · white matter · potentiation · receptor · dopamine
Reverse gradient computation method
- optimizationMaximizing efficiency or performance
- epochDistinct historical period
- learning rateUpdate magnitude per iteration
- overfittingExcess adaptation to samples
regularization · dropout · hyperparameter · validation · convergence · momentum · Adam · fine-tuning
deep learning
Layered neural network methods
- machine learningAlgorithms that improve from data
- artificial intelligenceMachines mimicking human thought
- perceptronLinear binary classifier algorithm
backpropagation · convolutional · recurrent · transformer · feedforward · hidden layers · activation function · weights · bias · training
layers
Stacked levels or coatings
- nodesPoints of connection
- hidden layersInternal neural network stages
- feedforwardControl anticipating disturbances
convolutional · recurrent · encoder · decoder · attention · residual · dense · pooling · embedding · bottleneck
cortex
Organ's external tissue
- axonNeuron's signal-sending projection
- dendriteNeuron's input branch
- synapseNerve signal crossing point
neurotransmitter · plasticity · hippocampus · cerebellum · grey matter · white matter · potentiation · receptor · dopamine · serotonin
backpropagation
Reverse gradient computation method
- optimizationMaximizing efficiency or performance
- epochDistinct historical period
- learning rateUpdate magnitude per iteration
overfitting · regularization · dropout · hyperparameter · validation · convergence · momentum · Adam · fine-tuning
- Statistical Modelslinear regression, predictive model, ARIMA, decision tree, growth model
- technologyelectronics, computing, computer, internet, social media
- AIAI, machine learning, deep learning, algorithm, chatbot
- computingcomputer, computers, software, hardware, code
- modelssupermodel, fashion model, cover model, runway model, mathematical model
- networksMAN, PAN, cloud computing, router, Wi-Fi
neural networkexpert system
Software emulating specialist reasoning
symbolic logic · decision tree · lookup table · formal logic · deductive reasoning
network, networks, networking, neural, networked, neuron, neurology, neurological, neuroscience